Abstract: Highlights•Translation Quality Estimation (QE) is biased and cannot generalize.•Multi-view fusion can help mitigate bias and improve generalizability.•Different views can be constructed by Pre-trained Model or Large Language Model.•Multi-view fusion based QE can be applied on both supervised and zero-shot scenarios.
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